Overview
Brought to you by YData
Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 10839 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.6 MiB |
| Average record size in memory | 249.0 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 16 |
| Categorical | 2 |
MRG has constant value "0" | Constant |
ARPU_SEGMENT is highly overall correlated with FREQUENCE and 6 other fields | High correlation |
FREQUENCE is highly overall correlated with ARPU_SEGMENT and 4 other fields | High correlation |
FREQUENCE_RECH is highly overall correlated with ARPU_SEGMENT and 4 other fields | High correlation |
FREQ_TOP_PACK is highly overall correlated with ARPU_SEGMENT and 4 other fields | High correlation |
MONTANT is highly overall correlated with ARPU_SEGMENT and 6 other fields | High correlation |
ON_NET is highly overall correlated with ORANGE | High correlation |
ORANGE is highly overall correlated with ARPU_SEGMENT and 4 other fields | High correlation |
REGULARITY is highly overall correlated with ARPU_SEGMENT and 2 other fields | High correlation |
REVENUE is highly overall correlated with ARPU_SEGMENT and 6 other fields | High correlation |
TIGO is highly overall correlated with ORANGE | High correlation |
CHURN is highly imbalanced (98.4%) | Imbalance |
user_id has unique values | Unique |
REGION has 6731 (62.1%) zeros | Zeros |
DATA_VOLUME has 2260 (20.9%) zeros | Zeros |
ON_NET has 203 (1.9%) zeros | Zeros |
TIGO has 775 (7.2%) zeros | Zeros |
ZONE1 has 3558 (32.8%) zeros | Zeros |
ZONE2 has 3141 (29.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-04-19 13:46:50.057794 |
|---|---|
| Analysis finished | 2025-04-19 13:47:05.097324 |
| Duration | 15.04 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
user_id
Text
Unique 
| Distinct | 10839 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
Length
| Max length | 40 |
|---|---|
| Median length | 40 |
| Mean length | 40 |
| Min length | 40 |
Unique
| Unique | 10839 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 00000bfd7d50f01092811bc0c8d7b0d6fe7c3596 |
|---|---|
| 2nd row | 000134b94b87f70dc30597aa19598fbeaa70dc7f |
| 3rd row | 0004f3a6671684d984c83c2cfa30647665dd430b |
| 4th row | 001191f7d3aec518be9fcd550015fb45826c3ed2 |
| 5th row | 0013b5ca16d87ad1d286fe66d46754b80b9e22fc |
| Value | Count | Frequency (%) |
| 003d653c4f398826e80d4c00934e8b494c35d0fb | 1 | < 0.1% |
| fff8b64302bda7f59ff196af759e1de7c4215f6d | 1 | < 0.1% |
| 00000bfd7d50f01092811bc0c8d7b0d6fe7c3596 | 1 | < 0.1% |
| 000134b94b87f70dc30597aa19598fbeaa70dc7f | 1 | < 0.1% |
| 0004f3a6671684d984c83c2cfa30647665dd430b | 1 | < 0.1% |
| 001191f7d3aec518be9fcd550015fb45826c3ed2 | 1 | < 0.1% |
| 0013b5ca16d87ad1d286fe66d46754b80b9e22fc | 1 | < 0.1% |
| ff94c0dc594556f211bba78587c20ad8c278128b | 1 | < 0.1% |
| ffa95fe39c8d39e420d5a48e2fceb635b28bca86 | 1 | < 0.1% |
| ffab6191020103260404e50115f1cf3d0b0a4390 | 1 | < 0.1% |
| Other values (10829) | 10829 |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 27416 | 6.3% |
| 0 | 27349 | 6.3% |
| 3 | 27327 | 6.3% |
| 8 | 27265 | 6.3% |
| c | 27226 | 6.3% |
| e | 27195 | 6.3% |
| b | 27152 | 6.3% |
| 4 | 27129 | 6.3% |
| f | 27049 | 6.2% |
| a | 27044 | 6.2% |
| Other values (6) | 161408 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 433560 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 27416 | 6.3% |
| 0 | 27349 | 6.3% |
| 3 | 27327 | 6.3% |
| 8 | 27265 | 6.3% |
| c | 27226 | 6.3% |
| e | 27195 | 6.3% |
| b | 27152 | 6.3% |
| 4 | 27129 | 6.3% |
| f | 27049 | 6.2% |
| a | 27044 | 6.2% |
| Other values (6) | 161408 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 433560 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 27416 | 6.3% |
| 0 | 27349 | 6.3% |
| 3 | 27327 | 6.3% |
| 8 | 27265 | 6.3% |
| c | 27226 | 6.3% |
| e | 27195 | 6.3% |
| b | 27152 | 6.3% |
| 4 | 27129 | 6.3% |
| f | 27049 | 6.2% |
| a | 27044 | 6.2% |
| Other values (6) | 161408 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 433560 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 27416 | 6.3% |
| 0 | 27349 | 6.3% |
| 3 | 27327 | 6.3% |
| 8 | 27265 | 6.3% |
| c | 27226 | 6.3% |
| e | 27195 | 6.3% |
| b | 27152 | 6.3% |
| 4 | 27129 | 6.3% |
| f | 27049 | 6.2% |
| a | 27044 | 6.2% |
| Other values (6) | 161408 |
REGION
Real number (ℝ)
Zeros 
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1235354 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 6731 |
| Zeros (%) | 62.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.5633025 |
|---|---|
| Coefficient of variation (CV) | 1.4609415 |
| Kurtosis | -0.590438 |
| Mean | 3.1235354 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0379363 |
| Sum | 33856 |
| Variance | 20.82373 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6731 | |
| 12 | 965 | 8.9% |
| 9 | 768 | 7.1% |
| 4 | 577 | 5.3% |
| 11 | 378 | 3.5% |
| 6 | 327 | 3.0% |
| 7 | 280 | 2.6% |
| 13 | 220 | 2.0% |
| 1 | 167 | 1.5% |
| 2 | 138 | 1.3% |
| Other values (4) | 288 | 2.7% |
| Value | Count | Frequency (%) |
| 0 | 6731 | |
| 1 | 167 | 1.5% |
| 2 | 138 | 1.3% |
| 3 | 136 | 1.3% |
| 4 | 577 | 5.3% |
| 5 | 5 | < 0.1% |
| 6 | 327 | 3.0% |
| 7 | 280 | 2.6% |
| 8 | 115 | 1.1% |
| 9 | 768 | 7.1% |
| Value | Count | Frequency (%) |
| 13 | 220 | 2.0% |
| 12 | 965 | |
| 11 | 378 | 3.5% |
| 10 | 32 | 0.3% |
| 9 | 768 | |
| 8 | 115 | 1.1% |
| 7 | 280 | 2.6% |
| 6 | 327 | 3.0% |
| 5 | 5 | < 0.1% |
| 4 | 577 |
TENURE
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8721284 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 7 |
| median | 7 |
| Q3 | 7 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.64484914 |
|---|---|
| Coefficient of variation (CV) | 0.093835432 |
| Kurtosis | 35.183921 |
| Mean | 6.8721284 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -5.7262475 |
| Sum | 74487 |
| Variance | 0.41583041 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 10341 | |
| 5 | 203 | 1.9% |
| 4 | 101 | 0.9% |
| 3 | 66 | 0.6% |
| 6 | 60 | 0.6% |
| 2 | 57 | 0.5% |
| 1 | 9 | 0.1% |
| 0 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 9 | 0.1% |
| 2 | 57 | 0.5% |
| 3 | 66 | 0.6% |
| 4 | 101 | 0.9% |
| 5 | 203 | 1.9% |
| 6 | 60 | 0.6% |
| 7 | 10341 |
| Value | Count | Frequency (%) |
| 7 | 10341 | |
| 6 | 60 | 0.6% |
| 5 | 203 | 1.9% |
| 4 | 101 | 0.9% |
| 3 | 66 | 0.6% |
| 2 | 57 | 0.5% |
| 1 | 9 | 0.1% |
| 0 | 2 | < 0.1% |
MONTANT
Real number (ℝ)
High correlation 
| Distinct | 1224 |
|---|---|
| Distinct (%) | 11.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16442.896 |
| Minimum | 200 |
|---|---|
| Maximum | 235000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 200 |
|---|---|
| 5-th percentile | 3100 |
| Q1 | 7800 |
| median | 13000 |
| Q3 | 20900 |
| 95-th percentile | 41005 |
| Maximum | 235000 |
| Range | 234800 |
| Interquartile range (IQR) | 13100 |
Descriptive statistics
| Standard deviation | 13816.041 |
|---|---|
| Coefficient of variation (CV) | 0.84024378 |
| Kurtosis | 28.209639 |
| Mean | 16442.896 |
| Median Absolute Deviation (MAD) | 6050 |
| Skewness | 3.5236476 |
| Sum | 1.7822455 × 108 |
| Variance | 1.9088299 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 107 | 1.0% |
| 9500 | 106 | 1.0% |
| 12000 | 103 | 1.0% |
| 13000 | 101 | 0.9% |
| 5500 | 100 | 0.9% |
| 15000 | 98 | 0.9% |
| 10500 | 95 | 0.9% |
| 5000 | 94 | 0.9% |
| 7000 | 93 | 0.9% |
| 12500 | 91 | 0.8% |
| Other values (1214) | 9851 |
| Value | Count | Frequency (%) |
| 200 | 1 | < 0.1% |
| 400 | 1 | < 0.1% |
| 500 | 11 | |
| 550 | 1 | < 0.1% |
| 600 | 4 | < 0.1% |
| 700 | 7 | 0.1% |
| 800 | 2 | < 0.1% |
| 850 | 2 | < 0.1% |
| 900 | 5 | < 0.1% |
| 1000 | 24 |
| Value | Count | Frequency (%) |
| 235000 | 1 | |
| 215000 | 1 | |
| 214000 | 1 | |
| 198000 | 1 | |
| 194800 | 1 | |
| 161000 | 1 | |
| 156746 | 1 | |
| 141000 | 1 | |
| 135500 | 1 | |
| 133000 | 1 |
FREQUENCE_RECH
Real number (ℝ)
High correlation 
| Distinct | 106 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.111818 |
| Minimum | 1 |
|---|---|
| Maximum | 131 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 12 |
| median | 23 |
| Q3 | 38 |
| 95-th percentile | 65 |
| Maximum | 131 |
| Range | 130 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.025954 |
|---|---|
| Coefficient of variation (CV) | 0.7017587 |
| Kurtosis | 0.7822502 |
| Mean | 27.111818 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.0214575 |
| Sum | 293865 |
| Variance | 361.98694 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 293 | 2.7% |
| 5 | 285 | 2.6% |
| 10 | 281 | 2.6% |
| 16 | 280 | 2.6% |
| 12 | 278 | 2.6% |
| 15 | 273 | 2.5% |
| 18 | 270 | 2.5% |
| 13 | 267 | 2.5% |
| 14 | 264 | 2.4% |
| 9 | 259 | 2.4% |
| Other values (96) | 8089 |
| Value | Count | Frequency (%) |
| 1 | 48 | 0.4% |
| 2 | 114 | 1.1% |
| 3 | 216 | |
| 4 | 231 | |
| 5 | 285 | |
| 6 | 293 | |
| 7 | 252 | |
| 8 | 246 | |
| 9 | 259 | |
| 10 | 281 |
| Value | Count | Frequency (%) |
| 131 | 1 | < 0.1% |
| 113 | 1 | < 0.1% |
| 112 | 1 | < 0.1% |
| 109 | 1 | < 0.1% |
| 103 | 1 | < 0.1% |
| 101 | 1 | < 0.1% |
| 100 | 3 | |
| 99 | 3 | |
| 98 | 2 | |
| 97 | 2 |
REVENUE
Real number (ℝ)
High correlation 
| Distinct | 7753 |
|---|---|
| Distinct (%) | 71.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16732.591 |
| Minimum | 198 |
|---|---|
| Maximum | 226150 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 198 |
|---|---|
| 5-th percentile | 3244.1 |
| Q1 | 7998 |
| median | 13352 |
| Q3 | 21217 |
| 95-th percentile | 41512.9 |
| Maximum | 226150 |
| Range | 225952 |
| Interquartile range (IQR) | 13219 |
Descriptive statistics
| Standard deviation | 13975.664 |
|---|---|
| Coefficient of variation (CV) | 0.83523607 |
| Kurtosis | 24.88136 |
| Mean | 16732.591 |
| Median Absolute Deviation (MAD) | 6248 |
| Skewness | 3.3588567 |
| Sum | 1.8136456 × 108 |
| Variance | 1.9531918 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12000 | 19 | 0.2% |
| 6500 | 17 | 0.2% |
| 4000 | 17 | 0.2% |
| 5500 | 17 | 0.2% |
| 11000 | 17 | 0.2% |
| 9500 | 16 | 0.1% |
| 8000 | 15 | 0.1% |
| 10000 | 15 | 0.1% |
| 7000 | 15 | 0.1% |
| 4500 | 15 | 0.1% |
| Other values (7743) | 10676 |
| Value | Count | Frequency (%) |
| 198 | 1 | |
| 249 | 1 | |
| 301 | 1 | |
| 314 | 1 | |
| 494 | 1 | |
| 500 | 2 | |
| 501 | 1 | |
| 509 | 1 | |
| 510 | 1 | |
| 511 | 1 |
| Value | Count | Frequency (%) |
| 226150 | 1 | |
| 221999 | 1 | |
| 221695 | 1 | |
| 168738 | 1 | |
| 161749 | 1 | |
| 159640 | 1 | |
| 137318 | 1 | |
| 136500 | 1 | |
| 135189 | 1 | |
| 129082 | 1 |
ARPU_SEGMENT
Real number (ℝ)
High correlation 
| Distinct | 5809 |
|---|---|
| Distinct (%) | 53.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5577.5322 |
| Minimum | 66 |
|---|---|
| Maximum | 75383 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 66 |
|---|---|
| 5-th percentile | 1081.7 |
| Q1 | 2666 |
| median | 4451 |
| Q3 | 7072.5 |
| 95-th percentile | 13837.3 |
| Maximum | 75383 |
| Range | 75317 |
| Interquartile range (IQR) | 4406.5 |
Descriptive statistics
| Standard deviation | 4658.5543 |
|---|---|
| Coefficient of variation (CV) | 0.83523575 |
| Kurtosis | 24.881254 |
| Mean | 5577.5322 |
| Median Absolute Deviation (MAD) | 2083 |
| Skewness | 3.3588545 |
| Sum | 60454871 |
| Variance | 21702128 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1833 | 33 | 0.3% |
| 4000 | 32 | 0.3% |
| 1000 | 31 | 0.3% |
| 1500 | 31 | 0.3% |
| 2000 | 28 | 0.3% |
| 2667 | 26 | 0.2% |
| 2333 | 26 | 0.2% |
| 3000 | 25 | 0.2% |
| 3833 | 24 | 0.2% |
| 4833 | 24 | 0.2% |
| Other values (5799) | 10559 |
| Value | Count | Frequency (%) |
| 66 | 1 | < 0.1% |
| 83 | 1 | < 0.1% |
| 100 | 1 | < 0.1% |
| 105 | 1 | < 0.1% |
| 165 | 1 | < 0.1% |
| 167 | 3 | |
| 170 | 3 | |
| 171 | 1 | < 0.1% |
| 183 | 1 | < 0.1% |
| 200 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 75383 | 1 | |
| 74000 | 1 | |
| 73898 | 1 | |
| 56246 | 1 | |
| 53916 | 1 | |
| 53213 | 1 | |
| 45773 | 1 | |
| 45500 | 1 | |
| 45063 | 1 | |
| 43027 | 1 |
FREQUENCE
Real number (ℝ)
High correlation 
| Distinct | 91 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.330012 |
| Minimum | 1 |
|---|---|
| Maximum | 91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 18 |
| median | 30 |
| Q3 | 45 |
| 95-th percentile | 70 |
| Maximum | 91 |
| Range | 90 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 19.076706 |
|---|---|
| Coefficient of variation (CV) | 0.5723582 |
| Kurtosis | -0.10624188 |
| Mean | 33.330012 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.6914411 |
| Sum | 361264 |
| Variance | 363.9207 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 27 | 251 | 2.3% |
| 18 | 250 | 2.3% |
| 23 | 250 | 2.3% |
| 21 | 248 | 2.3% |
| 31 | 243 | 2.2% |
| 34 | 235 | 2.2% |
| 13 | 232 | 2.1% |
| 24 | 231 | 2.1% |
| 28 | 228 | 2.1% |
| 19 | 228 | 2.1% |
| Other values (81) | 8443 |
| Value | Count | Frequency (%) |
| 1 | 6 | 0.1% |
| 2 | 16 | 0.1% |
| 3 | 47 | 0.4% |
| 4 | 61 | 0.6% |
| 5 | 93 | |
| 6 | 106 | |
| 7 | 146 | |
| 8 | 150 | |
| 9 | 198 | |
| 10 | 181 |
| Value | Count | Frequency (%) |
| 91 | 14 | |
| 90 | 10 | 0.1% |
| 89 | 11 | 0.1% |
| 88 | 18 | |
| 87 | 20 | |
| 86 | 20 | |
| 85 | 17 | |
| 84 | 19 | |
| 83 | 23 | |
| 82 | 29 |
DATA_VOLUME
Real number (ℝ)
Zeros 
| Distinct | 6139 |
|---|---|
| Distinct (%) | 56.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7301.9184 |
| Minimum | 0 |
|---|---|
| Maximum | 201413 |
| Zeros | 2260 |
| Zeros (%) | 20.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 2082 |
| Q3 | 9562 |
| 95-th percentile | 30642.8 |
| Maximum | 201413 |
| Range | 201413 |
| Interquartile range (IQR) | 9558 |
Descriptive statistics
| Standard deviation | 12869.652 |
|---|---|
| Coefficient of variation (CV) | 1.7625028 |
| Kurtosis | 30.104045 |
| Mean | 7301.9184 |
| Median Absolute Deviation (MAD) | 2082 |
| Skewness | 4.2050909 |
| Sum | 79145493 |
| Variance | 1.6562793 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2260 | 20.9% |
| 1 | 292 | 2.7% |
| 2 | 103 | 1.0% |
| 3 | 42 | 0.4% |
| 4 | 36 | 0.3% |
| 5 | 32 | 0.3% |
| 6 | 26 | 0.2% |
| 7 | 19 | 0.2% |
| 11 | 17 | 0.2% |
| 20 | 15 | 0.1% |
| Other values (6129) | 7997 |
| Value | Count | Frequency (%) |
| 0 | 2260 | |
| 1 | 292 | 2.7% |
| 2 | 103 | 1.0% |
| 3 | 42 | 0.4% |
| 4 | 36 | 0.3% |
| 5 | 32 | 0.3% |
| 6 | 26 | 0.2% |
| 7 | 19 | 0.2% |
| 8 | 9 | 0.1% |
| 9 | 15 | 0.1% |
| Value | Count | Frequency (%) |
| 201413 | 1 | |
| 182985 | 1 | |
| 169758 | 1 | |
| 165225 | 1 | |
| 157418 | 1 | |
| 144532 | 1 | |
| 140012 | 1 | |
| 126272 | 1 | |
| 125018 | 1 | |
| 122333 | 1 |
ON_NET
Real number (ℝ)
High correlation  Zeros 
| Distinct | 1845 |
|---|---|
| Distinct (%) | 17.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 432.54784 |
| Minimum | 0 |
|---|---|
| Maximum | 19950 |
| Zeros | 203 |
| Zeros (%) | 1.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 19 |
| median | 88 |
| Q3 | 354 |
| 95-th percentile | 1884.3 |
| Maximum | 19950 |
| Range | 19950 |
| Interquartile range (IQR) | 335 |
Descriptive statistics
| Standard deviation | 1117.1308 |
|---|---|
| Coefficient of variation (CV) | 2.5826757 |
| Kurtosis | 83.73012 |
| Mean | 432.54784 |
| Median Absolute Deviation (MAD) | 82 |
| Skewness | 7.4380319 |
| Sum | 4688386 |
| Variance | 1247981.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 251 | 2.3% |
| 2 | 236 | 2.2% |
| 0 | 203 | 1.9% |
| 3 | 194 | 1.8% |
| 4 | 181 | 1.7% |
| 5 | 159 | 1.5% |
| 6 | 147 | 1.4% |
| 8 | 147 | 1.4% |
| 7 | 136 | 1.3% |
| 9 | 122 | 1.1% |
| Other values (1835) | 9063 |
| Value | Count | Frequency (%) |
| 0 | 203 | |
| 1 | 251 | |
| 2 | 236 | |
| 3 | 194 | |
| 4 | 181 | |
| 5 | 159 | |
| 6 | 147 | |
| 7 | 136 | |
| 8 | 147 | |
| 9 | 122 |
| Value | Count | Frequency (%) |
| 19950 | 1 | |
| 19832 | 1 | |
| 19820 | 1 | |
| 18287 | 1 | |
| 17533 | 1 | |
| 17121 | 1 | |
| 17016 | 1 | |
| 16973 | 1 | |
| 16841 | 1 | |
| 15292 | 1 |
ORANGE
Real number (ℝ)
High correlation 
| Distinct | 1183 |
|---|---|
| Distinct (%) | 10.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 234.34736 |
| Minimum | 0 |
|---|---|
| Maximum | 5543 |
| Zeros | 64 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 38 |
| median | 116 |
| Q3 | 296 |
| 95-th percentile | 826 |
| Maximum | 5543 |
| Range | 5543 |
| Interquartile range (IQR) | 258 |
Descriptive statistics
| Standard deviation | 348.50146 |
|---|---|
| Coefficient of variation (CV) | 1.487115 |
| Kurtosis | 30.715644 |
| Mean | 234.34736 |
| Median Absolute Deviation (MAD) | 95 |
| Skewness | 4.3299714 |
| Sum | 2540091 |
| Variance | 121453.27 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 117 | 1.1% |
| 3 | 103 | 1.0% |
| 2 | 96 | 0.9% |
| 7 | 92 | 0.8% |
| 5 | 86 | 0.8% |
| 8 | 86 | 0.8% |
| 14 | 85 | 0.8% |
| 12 | 82 | 0.8% |
| 10 | 80 | 0.7% |
| 4 | 79 | 0.7% |
| Other values (1173) | 9933 |
| Value | Count | Frequency (%) |
| 0 | 64 | |
| 1 | 117 | |
| 2 | 96 | |
| 3 | 103 | |
| 4 | 79 | |
| 5 | 86 | |
| 6 | 72 | |
| 7 | 92 | |
| 8 | 86 | |
| 9 | 77 |
| Value | Count | Frequency (%) |
| 5543 | 1 | |
| 4877 | 1 | |
| 4107 | 1 | |
| 3965 | 1 | |
| 3953 | 1 | |
| 3939 | 1 | |
| 3771 | 1 | |
| 3637 | 1 | |
| 3605 | 1 | |
| 3558 | 1 |
TIGO
Real number (ℝ)
High correlation  Zeros 
| Distinct | 422 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.49368 |
| Minimum | 0 |
|---|---|
| Maximum | 2144 |
| Zeros | 775 |
| Zeros (%) | 7.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 11 |
| Q3 | 35 |
| 95-th percentile | 156 |
| Maximum | 2144 |
| Range | 2144 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 86.058411 |
|---|---|
| Coefficient of variation (CV) | 2.358173 |
| Kurtosis | 106.14089 |
| Mean | 36.49368 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 8.088495 |
| Sum | 395555 |
| Variance | 7406.0501 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1033 | 9.5% |
| 0 | 775 | 7.2% |
| 2 | 732 | 6.8% |
| 3 | 557 | 5.1% |
| 4 | 423 | 3.9% |
| 5 | 394 | 3.6% |
| 6 | 356 | 3.3% |
| 7 | 303 | 2.8% |
| 8 | 290 | 2.7% |
| 9 | 232 | 2.1% |
| Other values (412) | 5744 |
| Value | Count | Frequency (%) |
| 0 | 775 | |
| 1 | 1033 | |
| 2 | 732 | |
| 3 | 557 | |
| 4 | 423 | |
| 5 | 394 | 3.6% |
| 6 | 356 | 3.3% |
| 7 | 303 | 2.8% |
| 8 | 290 | 2.7% |
| 9 | 232 | 2.1% |
| Value | Count | Frequency (%) |
| 2144 | 1 | |
| 1613 | 1 | |
| 1471 | 1 | |
| 1456 | 1 | |
| 1306 | 1 | |
| 1302 | 1 | |
| 1289 | 1 | |
| 1275 | 1 | |
| 1249 | 1 | |
| 1109 | 1 |
ZONE1
Real number (ℝ)
Zeros 
| Distinct | 240 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.8772027 |
| Minimum | 0 |
|---|---|
| Maximum | 1609 |
| Zeros | 3558 |
| Zeros (%) | 32.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 35 |
| Maximum | 1609 |
| Range | 1609 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 49.879415 |
|---|---|
| Coefficient of variation (CV) | 5.0499536 |
| Kurtosis | 316.97404 |
| Mean | 9.8772027 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 15.013475 |
| Sum | 107059 |
| Variance | 2487.956 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3558 | |
| 1 | 2400 | |
| 2 | 1243 | 11.5% |
| 3 | 643 | 5.9% |
| 4 | 465 | 4.3% |
| 5 | 335 | 3.1% |
| 6 | 238 | 2.2% |
| 7 | 187 | 1.7% |
| 8 | 159 | 1.5% |
| 9 | 144 | 1.3% |
| Other values (230) | 1467 |
| Value | Count | Frequency (%) |
| 0 | 3558 | |
| 1 | 2400 | |
| 2 | 1243 | 11.5% |
| 3 | 643 | 5.9% |
| 4 | 465 | 4.3% |
| 5 | 335 | 3.1% |
| 6 | 238 | 2.2% |
| 7 | 187 | 1.7% |
| 8 | 159 | 1.5% |
| 9 | 144 | 1.3% |
| Value | Count | Frequency (%) |
| 1609 | 1 | |
| 1427 | 1 | |
| 1206 | 1 | |
| 1204 | 1 | |
| 1133 | 1 | |
| 900 | 1 | |
| 883 | 1 | |
| 859 | 1 | |
| 793 | 1 | |
| 772 | 1 |
ZONE2
Real number (ℝ)
Zeros 
| Distinct | 199 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.2854507 |
| Minimum | 0 |
|---|---|
| Maximum | 1324 |
| Zeros | 3141 |
| Zeros (%) | 29.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 6 |
| 95-th percentile | 42 |
| Maximum | 1324 |
| Range | 1324 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 29.901377 |
|---|---|
| Coefficient of variation (CV) | 3.2202397 |
| Kurtosis | 443.69882 |
| Mean | 9.2854507 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 14.931957 |
| Sum | 100645 |
| Variance | 894.09234 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3141 | |
| 1 | 2002 | |
| 2 | 1050 | 9.7% |
| 3 | 748 | 6.9% |
| 4 | 527 | 4.9% |
| 5 | 388 | 3.6% |
| 6 | 296 | 2.7% |
| 7 | 254 | 2.3% |
| 8 | 167 | 1.5% |
| 11 | 145 | 1.3% |
| Other values (189) | 2121 |
| Value | Count | Frequency (%) |
| 0 | 3141 | |
| 1 | 2002 | |
| 2 | 1050 | 9.7% |
| 3 | 748 | 6.9% |
| 4 | 527 | 4.9% |
| 5 | 388 | 3.6% |
| 6 | 296 | 2.7% |
| 7 | 254 | 2.3% |
| 8 | 167 | 1.5% |
| 9 | 143 | 1.3% |
| Value | Count | Frequency (%) |
| 1324 | 1 | |
| 702 | 1 | |
| 641 | 1 | |
| 585 | 1 | |
| 516 | 1 | |
| 503 | 1 | |
| 407 | 1 | |
| 396 | 1 | |
| 394 | 1 | |
| 383 | 1 |
MRG
Categorical
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 698.6 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 10839 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 10839 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 10839 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10839 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10839 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10839 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10839 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10839 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10839 |
REGULARITY
Real number (ℝ)
High correlation 
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.306394 |
| Minimum | 1 |
|---|---|
| Maximum | 62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 52 |
| median | 60 |
| Q3 | 62 |
| 95-th percentile | 62 |
| Maximum | 62 |
| Range | 61 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 10.06016 |
|---|---|
| Coefficient of variation (CV) | 0.18189868 |
| Kurtosis | 3.8472636 |
| Mean | 55.306394 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -1.9850036 |
| Sum | 599466 |
| Variance | 101.20682 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 62 | 4080 | |
| 61 | 1091 | 10.1% |
| 60 | 652 | 6.0% |
| 59 | 532 | 4.9% |
| 58 | 404 | 3.7% |
| 57 | 351 | 3.2% |
| 56 | 301 | 2.8% |
| 55 | 254 | 2.3% |
| 54 | 228 | 2.1% |
| 53 | 227 | 2.1% |
| Other values (50) | 2719 |
| Value | Count | Frequency (%) |
| 1 | 2 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 2 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 4 | |
| 10 | 6 | |
| 11 | 8 | |
| 12 | 5 |
| Value | Count | Frequency (%) |
| 62 | 4080 | |
| 61 | 1091 | 10.1% |
| 60 | 652 | 6.0% |
| 59 | 532 | 4.9% |
| 58 | 404 | 3.7% |
| 57 | 351 | 3.2% |
| 56 | 301 | 2.8% |
| 55 | 254 | 2.3% |
| 54 | 228 | 2.1% |
| 53 | 227 | 2.1% |
TOP_PACK
Real number (ℝ)
| Distinct | 68 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.224375 |
| Minimum | 0 |
|---|---|
| Maximum | 67 |
| Zeros | 26 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 7 |
| median | 17 |
| Q3 | 37 |
| 95-th percentile | 56 |
| Maximum | 67 |
| Range | 67 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 18.067956 |
|---|---|
| Coefficient of variation (CV) | 0.77797383 |
| Kurtosis | -0.73913925 |
| Mean | 23.224375 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.76150373 |
| Sum | 251729 |
| Variance | 326.45104 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 3013 | |
| 21 | 1110 | 10.2% |
| 10 | 795 | 7.3% |
| 51 | 779 | 7.2% |
| 47 | 560 | 5.2% |
| 37 | 546 | 5.0% |
| 11 | 541 | 5.0% |
| 29 | 482 | 4.4% |
| 44 | 478 | 4.4% |
| 13 | 357 | 3.3% |
| Other values (58) | 2178 |
| Value | Count | Frequency (%) |
| 0 | 26 | 0.2% |
| 1 | 142 | 1.3% |
| 2 | 17 | 0.2% |
| 3 | 6 | 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 212 | 2.0% |
| 6 | 22 | 0.2% |
| 7 | 3013 | |
| 8 | 85 | 0.8% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 67 | 14 | 0.1% |
| 66 | 211 | |
| 65 | 69 | 0.6% |
| 64 | 3 | < 0.1% |
| 63 | 123 | |
| 62 | 3 | < 0.1% |
| 61 | 4 | < 0.1% |
| 60 | 1 | < 0.1% |
| 59 | 11 | 0.1% |
| 58 | 10 | 0.1% |
FREQ_TOP_PACK
Real number (ℝ)
High correlation 
| Distinct | 138 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.780054 |
| Minimum | 1 |
|---|---|
| Maximum | 560 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 169.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 13 |
| Q3 | 25 |
| 95-th percentile | 56 |
| Maximum | 560 |
| Range | 559 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 20.025398 |
|---|---|
| Coefficient of variation (CV) | 1.0663121 |
| Kurtosis | 68.950022 |
| Mean | 18.780054 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 4.6204338 |
| Sum | 203557 |
| Variance | 401.01658 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 643 | 5.9% |
| 2 | 548 | 5.1% |
| 4 | 499 | 4.6% |
| 5 | 478 | 4.4% |
| 1 | 428 | 3.9% |
| 6 | 427 | 3.9% |
| 7 | 426 | 3.9% |
| 9 | 418 | 3.9% |
| 8 | 391 | 3.6% |
| 10 | 367 | 3.4% |
| Other values (128) | 6214 |
| Value | Count | Frequency (%) |
| 1 | 428 | |
| 2 | 548 | |
| 3 | 643 | |
| 4 | 499 | |
| 5 | 478 | |
| 6 | 427 | |
| 7 | 426 | |
| 8 | 391 | |
| 9 | 418 | |
| 10 | 367 |
| Value | Count | Frequency (%) |
| 560 | 1 | |
| 350 | 1 | |
| 286 | 1 | |
| 258 | 1 | |
| 257 | 1 | |
| 214 | 1 | |
| 206 | 1 | |
| 198 | 1 | |
| 193 | 1 | |
| 174 | 1 |
CHURN
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 698.6 KiB |
| 0 | |
|---|---|
| 1 | 16 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 10823 | |
| 1 | 16 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 10823 | |
| 1 | 16 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 10823 | |
| 1 | 16 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10839 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10823 | |
| 1 | 16 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10839 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10823 | |
| 1 | 16 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10839 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10823 | |
| 1 | 16 | 0.1% |
Interactions
Correlations
| ARPU_SEGMENT | CHURN | DATA_VOLUME | FREQUENCE | FREQUENCE_RECH | FREQ_TOP_PACK | MONTANT | ON_NET | ORANGE | REGION | REGULARITY | REVENUE | TENURE | TIGO | TOP_PACK | ZONE1 | ZONE2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ARPU_SEGMENT | 1.000 | 0.000 | 0.281 | 0.712 | 0.685 | 0.608 | 0.978 | 0.343 | 0.549 | -0.172 | 0.532 | 1.000 | 0.010 | 0.411 | -0.066 | 0.211 | 0.302 |
| CHURN | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.107 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 |
| DATA_VOLUME | 0.281 | 0.000 | 1.000 | 0.223 | 0.171 | 0.112 | 0.268 | -0.190 | -0.089 | -0.257 | 0.287 | 0.281 | -0.042 | -0.028 | 0.059 | -0.081 | 0.026 |
| FREQUENCE | 0.712 | 0.000 | 0.223 | 1.000 | 0.914 | 0.778 | 0.709 | 0.155 | 0.239 | -0.122 | 0.446 | 0.712 | -0.025 | 0.193 | 0.021 | 0.028 | 0.216 |
| FREQUENCE_RECH | 0.685 | 0.000 | 0.171 | 0.914 | 1.000 | 0.806 | 0.685 | 0.177 | 0.240 | -0.096 | 0.396 | 0.685 | -0.023 | 0.195 | -0.064 | 0.026 | 0.203 |
| FREQ_TOP_PACK | 0.608 | 0.000 | 0.112 | 0.778 | 0.806 | 1.000 | 0.599 | 0.243 | 0.338 | -0.042 | 0.385 | 0.608 | -0.010 | 0.247 | -0.062 | 0.040 | 0.058 |
| MONTANT | 0.978 | 0.000 | 0.268 | 0.709 | 0.685 | 0.599 | 1.000 | 0.344 | 0.547 | -0.165 | 0.530 | 0.978 | 0.010 | 0.410 | -0.063 | 0.209 | 0.302 |
| ON_NET | 0.343 | 0.000 | -0.190 | 0.155 | 0.177 | 0.243 | 0.344 | 1.000 | 0.594 | 0.156 | 0.371 | 0.343 | 0.057 | 0.431 | 0.178 | 0.123 | -0.088 |
| ORANGE | 0.549 | 0.000 | -0.089 | 0.239 | 0.240 | 0.338 | 0.547 | 0.594 | 1.000 | -0.011 | 0.361 | 0.549 | 0.055 | 0.557 | -0.008 | 0.165 | -0.015 |
| REGION | -0.172 | 0.000 | -0.257 | -0.122 | -0.096 | -0.042 | -0.165 | 0.156 | -0.011 | 1.000 | -0.029 | -0.172 | -0.008 | -0.040 | 0.058 | -0.052 | -0.153 |
| REGULARITY | 0.532 | 0.107 | 0.287 | 0.446 | 0.396 | 0.385 | 0.530 | 0.371 | 0.361 | -0.029 | 1.000 | 0.532 | 0.022 | 0.288 | 0.057 | 0.070 | 0.038 |
| REVENUE | 1.000 | 0.000 | 0.281 | 0.712 | 0.685 | 0.608 | 0.978 | 0.343 | 0.549 | -0.172 | 0.532 | 1.000 | 0.010 | 0.411 | -0.066 | 0.211 | 0.302 |
| TENURE | 0.010 | 0.000 | -0.042 | -0.025 | -0.023 | -0.010 | 0.010 | 0.057 | 0.055 | -0.008 | 0.022 | 0.010 | 1.000 | 0.045 | 0.004 | 0.026 | -0.003 |
| TIGO | 0.411 | 0.011 | -0.028 | 0.193 | 0.195 | 0.247 | 0.410 | 0.431 | 0.557 | -0.040 | 0.288 | 0.411 | 0.045 | 1.000 | -0.018 | 0.104 | 0.007 |
| TOP_PACK | -0.066 | 0.000 | 0.059 | 0.021 | -0.064 | -0.062 | -0.063 | 0.178 | -0.008 | 0.058 | 0.057 | -0.066 | 0.004 | -0.018 | 1.000 | -0.127 | -0.048 |
| ZONE1 | 0.211 | 0.000 | -0.081 | 0.028 | 0.026 | 0.040 | 0.209 | 0.123 | 0.165 | -0.052 | 0.070 | 0.211 | 0.026 | 0.104 | -0.127 | 1.000 | 0.079 |
| ZONE2 | 0.302 | 0.000 | 0.026 | 0.216 | 0.203 | 0.058 | 0.302 | -0.088 | -0.015 | -0.153 | 0.038 | 0.302 | -0.003 | 0.007 | -0.048 | 0.079 | 1.000 |
Missing values
Sample
| user_id | REGION | TENURE | MONTANT | FREQUENCE_RECH | REVENUE | ARPU_SEGMENT | FREQUENCE | DATA_VOLUME | ON_NET | ORANGE | TIGO | ZONE1 | ZONE2 | MRG | REGULARITY | TOP_PACK | FREQ_TOP_PACK | CHURN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 00000bfd7d50f01092811bc0c8d7b0d6fe7c3596 | 2 | 7 | 4250.0 | 15.0 | 4251.0 | 1417.0 | 17.0 | 4.0 | 388.0 | 46.0 | 1.0 | 1.0 | 2.0 | 0 | 54 | 51 | 8.0 | 0 |
| 37 | 000134b94b87f70dc30597aa19598fbeaa70dc7f | 0 | 7 | 10400.0 | 24.0 | 10900.0 | 3633.0 | 26.0 | 11815.0 | 12.0 | 59.0 | 3.0 | 0.0 | 1.0 | 0 | 54 | 21 | 8.0 | 0 |
| 170 | 0004f3a6671684d984c83c2cfa30647665dd430b | 0 | 7 | 3000.0 | 6.0 | 2999.0 | 1000.0 | 7.0 | 515.0 | 15.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 58 | 21 | 5.0 | 0 |
| 561 | 001191f7d3aec518be9fcd550015fb45826c3ed2 | 12 | 7 | 2750.0 | 6.0 | 2748.0 | 916.0 | 6.0 | 0.0 | 33.0 | 1.0 | 22.0 | 0.0 | 8.0 | 0 | 39 | 47 | 1.0 | 0 |
| 635 | 0013b5ca16d87ad1d286fe66d46754b80b9e22fc | 0 | 7 | 11700.0 | 21.0 | 12698.0 | 4233.0 | 33.0 | 2.0 | 170.0 | 249.0 | 15.0 | 6.0 | 3.0 | 0 | 62 | 7 | 17.0 | 0 |
| 1231 | 00254fdf431af60f3eaa471b6fd9347b85625e26 | 0 | 7 | 18000.0 | 41.0 | 18293.0 | 6098.0 | 55.0 | 30438.0 | 291.0 | 267.0 | 8.0 | 4.0 | 6.0 | 0 | 61 | 17 | 33.0 | 0 |
| 1254 | 002608756e211251f6ad3b8d0c7d17760db171e2 | 12 | 7 | 8700.0 | 4.0 | 10203.0 | 3401.0 | 14.0 | 15248.0 | 1318.0 | 354.0 | 27.0 | 0.0 | 0.0 | 0 | 62 | 37 | 3.0 | 0 |
| 2026 | 003d653c4f398826e80d4c00934e8b494c35d0fb | 4 | 7 | 2900.0 | 13.0 | 3562.0 | 1187.0 | 20.0 | 0.0 | 269.0 | 59.0 | 25.0 | 1.0 | 0.0 | 0 | 52 | 51 | 14.0 | 0 |
| 2496 | 004beb0fb6ab1bb7f01295c892f6deac3c611609 | 0 | 7 | 36250.0 | 69.0 | 37551.0 | 12517.0 | 83.0 | 5977.0 | 80.0 | 35.0 | 22.0 | 0.0 | 32.0 | 0 | 61 | 29 | 58.0 | 0 |
| 2618 | 004fa2506a51129955773d197c43f36642b6b529 | 0 | 7 | 18650.0 | 40.0 | 18588.0 | 6196.0 | 45.0 | 6776.0 | 10.0 | 41.0 | 1.0 | 5.0 | 32.0 | 0 | 59 | 29 | 20.0 | 0 |
| user_id | REGION | TENURE | MONTANT | FREQUENCE_RECH | REVENUE | ARPU_SEGMENT | FREQUENCE | DATA_VOLUME | ON_NET | ORANGE | TIGO | ZONE1 | ZONE2 | MRG | REGULARITY | TOP_PACK | FREQ_TOP_PACK | CHURN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2151840 | ffbc92b18c368927ef3cbf94b8bfaa9d8933f8d3 | 0 | 7 | 14650.0 | 32.0 | 14470.0 | 4823.0 | 39.0 | 27089.0 | 66.0 | 32.0 | 1.0 | 9.0 | 1.0 | 0 | 54 | 17 | 11.0 | 0 |
| 2151920 | ffbecdb24391bd0bb8e42eaa1f5bdd328083e203 | 9 | 5 | 56700.0 | 77.0 | 57399.0 | 19133.0 | 66.0 | 0.0 | 596.0 | 1300.0 | 32.0 | 15.0 | 22.0 | 0 | 62 | 7 | 96.0 | 0 |
| 2152085 | ffc34a4c7b0e5d3bff7e7bb1932fcc1071d16dbc | 9 | 7 | 14850.0 | 47.0 | 15950.0 | 5317.0 | 51.0 | 3827.0 | 7270.0 | 409.0 | 1.0 | 0.0 | 3.0 | 0 | 62 | 10 | 26.0 | 0 |
| 2152224 | ffc7cc878f857dcf0e8b62d42ebf314bbf9f8b4d | 0 | 7 | 35000.0 | 29.0 | 35497.0 | 11832.0 | 31.0 | 1564.0 | 57.0 | 17.0 | 4.0 | 304.0 | 4.0 | 0 | 61 | 1 | 29.0 | 0 |
| 2152322 | ffcb0039e1cee9535d70450f7f37d047151e6ebf | 0 | 7 | 18700.0 | 39.0 | 19348.0 | 6449.0 | 48.0 | 10735.0 | 206.0 | 266.0 | 28.0 | 0.0 | 0.0 | 0 | 62 | 7 | 18.0 | 0 |
| 2152712 | ffd68ad289fd2d46347b7b48619671d532da12fa | 0 | 7 | 12100.0 | 28.0 | 11661.0 | 3887.0 | 25.0 | 0.0 | 204.0 | 218.0 | 36.0 | 0.0 | 1.0 | 0 | 57 | 33 | 8.0 | 0 |
| 2153142 | ffe457524394dca68e4d8ce1b2a096682d1ae879 | 8 | 5 | 3000.0 | 12.0 | 2989.0 | 996.0 | 18.0 | 4590.0 | 3.0 | 48.0 | 6.0 | 0.0 | 0.0 | 0 | 40 | 17 | 6.0 | 0 |
| 2153483 | ffee32230918433bcbac7cd6d9004fe79ef95053 | 0 | 7 | 12000.0 | 8.0 | 11539.0 | 3846.0 | 9.0 | 9179.0 | 1405.0 | 384.0 | 42.0 | 0.0 | 2.0 | 0 | 61 | 37 | 3.0 | 0 |
| 2153547 | fff01392a3349a53a2936bf35ed25db7f11db14e | 0 | 7 | 14600.0 | 27.0 | 15599.0 | 5200.0 | 29.0 | 0.0 | 32.0 | 304.0 | 13.0 | 2.0 | 2.0 | 0 | 52 | 7 | 28.0 | 0 |
| 2153831 | fff8b64302bda7f59ff196af759e1de7c4215f6d | 0 | 7 | 40000.0 | 5.0 | 23197.0 | 7732.0 | 18.0 | 662.0 | 1143.0 | 568.0 | 75.0 | 47.0 | 12.0 | 0 | 61 | 34 | 1.0 | 0 |